{"id":"W4211125586","doi":"10.2139/ssrn.4031054","title":"Controlled Digital Lending of Library Books in Canada","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Art History and Market Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Library; Burnaby Hospital; Royal Alberta Museum; University of Calgary; University of New Brunswick; Canadian Association of Research Libraries; Queen's University; University of Alberta; British Columbia Institute of Technology; University of Fredericton; Canadian Association of Occupational Therapists; Canadian Library Association","funders":"","keywords":"Digital library; Business; Library science; World Wide Web; Computer science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001931796,0.0001979687,0.0005516986,0.003302066,0.007016561,0.007985697,0.002051122,0.0009766091,0.01344007],"category_scores_gemma":[0.01599024,0.0004480979,0.0003391012,0.005314219,0.003725305,0.001534282,0.002384591,0.001483263,0.0009325387],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1320598,"about_ca_system_score_gemma":0.1151388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937021,"about_ca_topic_score_gemma":0.9971078,"domain_scores_codex":[0.997305,0.0002076571,0.00009874217,0.0002806301,0.001290448,0.0008174098],"domain_scores_gemma":[0.9856434,0.003621902,0.001504202,0.0007602755,0.006546792,0.001923443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002785597,0.001123371,0.5411544,0.0005892593,0.0002716827,0.002312555,0.03090362,0.009350451,0.004556072,0.1664259,0.09493669,0.1455904],"study_design_scores_gemma":[0.0003394625,0.0002469892,0.7598962,0.0002956082,0.0002051193,0.000248376,0.04057369,0.009622779,0.005389855,0.006121025,0.1768076,0.0002532487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298297,0.0009531856,0.0001974345,0.002732925,0.00003952827,0.00014083,0.002904587,0.0001054758,0.06309634],"genre_scores_gemma":[0.967727,0.0003998863,0.0001337723,0.0002433392,0.00001409406,0.00002507139,0.0003755166,0.00002525607,0.03105607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9920143,"threshold_uncertainty_score":0.9581652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005324568502135482,"score_gpt":0.1527936113728242,"score_spread":0.1474690428706887,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}